Search Results for author: Md Abdullah-Al Kaiser

Found 6 papers, 0 papers with code

Technology-Circuit-Algorithm Tri-Design for Processing-in-Pixel-in-Memory (P2M)

no code implementations6 Apr 2023 Md Abdullah-Al Kaiser, Gourav Datta, Sreetama Sarkar, Souvik Kundu, Zihan Yin, Manas Garg, Ajey P. Jacob, Peter A. Beerel, Akhilesh R. Jaiswal

The massive amounts of data generated by camera sensors motivate data processing inside pixel arrays, i. e., at the extreme-edge.

A Context-Switching/Dual-Context ROM Augmented RAM using Standard 8T SRAM

no code implementations6 Apr 2023 Md Abdullah-Al Kaiser, Edwin Tieu, Ajey P. Jacob, Akhilesh R. Jaiswal

The landscape of emerging applications has been continually widening, encompassing various data-intensive applications like artificial intelligence, machine learning, secure encryption, Internet-of-Things, etc.

Object Motion Sensitivity: A Bio-inspired Solution to the Ego-motion Problem for Event-based Cameras

no code implementations24 Mar 2023 Shay Snyder, Hunter Thompson, Md Abdullah-Al Kaiser, Gregory Schwartz, Akhilesh Jaiswal, Maryam Parsa

Specifically, the sensory information generated by event-based image sensors are orders of magnitude sparser compared to that of RGB sensors.

Decision Making

Neuromorphic-P2M: Processing-in-Pixel-in-Memory Paradigm for Neuromorphic Image Sensors

no code implementations22 Jan 2023 Md Abdullah-Al Kaiser, Gourav Datta, Zixu Wang, Ajey P. Jacob, Peter A. Beerel, Akhilesh R. Jaiswal

Edge devices equipped with computer vision must deal with vast amounts of sensory data with limited computing resources.

In-Sensor & Neuromorphic Computing are all you need for Energy Efficient Computer Vision

no code implementations21 Dec 2022 Gourav Datta, Zeyu Liu, Md Abdullah-Al Kaiser, Souvik Kundu, Joe Mathai, Zihan Yin, Ajey P. Jacob, Akhilesh R. Jaiswal, Peter A. Beerel

Although the overhead for the first layer MACs with direct encoding is negligible for deep SNNs and the CV processing is efficient using SNNs, the data transfer between the image sensors and the downstream processing costs significant bandwidth and may dominate the total energy.

Total Energy

IRIS: Integrated Retinal Functionality in Image Sensors

no code implementations14 Aug 2022 Zihan Yin, Md Abdullah-Al Kaiser, Lamine Ousmane Camara, Mark Camarena, Maryam Parsa, Ajey Jacob, Gregory Schwartz, Akhilesh Jaiswal

Neuromorphic image sensors draw inspiration from the biological retina to implement visual computations in electronic hardware.

Decision Making

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